Review Spec Kit code changes against relevant design documents, tests for expected and unwanted behavior, evidence that bug fixes prevent recurrence, and repository terminology. Findings identify the document sections behind design mismatches.
- Reviewing a Spec Kit pull request
- Checking test coverage for expected and unwanted behavior
- Checking regression evidence for a bug fix
github/spec-kit☆ 141.8KUpdated Oct 17, 2026
Process GitHub issues submitted for Spec Kit community extensions. Validate release details and required files, add or update the catalog and documentation table, and prepare a pull request with a validation summary.
- Adding a newly submitted community extension
- Updating an extension version or metadata
- Checking submissions against publishing rules
github/spec-kit☆ 141.8KUpdated Oct 17, 2026
Upgrade Java projects through versions 11, 17, 21, and 25 with step-by-step guidance. Identify current build settings, update compatible dependencies, verify each stage with tests, and gradually adopt newer language features while preserving behavior.
- Upgrading Java one long-term support version at a time
- Updating Maven or Gradle build settings
- Gradually adopting records or virtual threads
github/awesome-copilot☆ 40.2KUpdated Oct 17, 2026
Set up a Quarkus application or REST API using Maven or Gradle. Check the Java environment, choose extensions for features such as databases or authentication, generate the project, and run it in development mode with live reload.
- Start a new Quarkus REST API
- Create a Maven or Gradle project
- Choose database and authentication extensions
github/awesome-copilot☆ 40.2KUpdated Oct 17, 2026
Add clear runtime reporting to Python, PowerShell, or Node.js batch scripts. Design start messages, progress counts, item failures, and final summaries while preserving existing result output, error handling, and exit codes, then verify visibility during execution.
- Add progress reporting to long-running batch scripts
- Report individual failures and final outcome counts
- Keep progress logs separate from machine-readable results
github/awesome-copilot☆ 40.2KUpdated Oct 17, 2026
Audit and repair existing Cypress tests that fail intermittently. The skill identifies fixed delays, fragile command chains, shared state, and version compatibility issues, then guides targeted changes and repeated test runs to check the results.
- Investigating Cypress tests that fail only in CI
- Replacing fixed delays with meaningful conditions
- Diagnosing detached DOM errors
github/awesome-copilot☆ 40.2KUpdated Oct 17, 2026
Turn code from the current session into a focused blog walkthrough with a generalized code sample and usage example. Learn the author's style from writing samples, adapt to the destination, and save only after approval.
- Turning a completed function into a technical blog post
- Matching a tutorial to the author's previous writing
- Preparing a code walkthrough for a gist
github/awesome-copilot☆ 40.2KUpdated Oct 17, 2026
Explore the context-matic MCP server through an interactive tour. Discover available APIs, choose one, and review authentication, data structures, and example calls in your project's programming language, with guidance matched to the SDK version.
- Learning what the context-matic server can do
- Browsing APIs available for a project's language
- Exploring an API's authentication and quickstart
github/awesome-copilot☆ 40.2KUpdated Oct 17, 2026
Create multi-stage Dockerfiles that separate building an application from running it. Guides image selection, caching, file inclusion, permissions, and health checks to produce smaller container images with only the dependencies needed at runtime.
- Separating build and runtime stages
- Reducing files and packages in the final image
- Reordering layers to reuse the build cache
github/awesome-copilot☆ 40.2KUpdated Oct 17, 2026
Build and modify Java plugins for Minecraft servers running Paper, Spigot, or Bukkit. The skill covers commands, event handling, minigames, and saved player progress, with checks for configuration, task cleanup, and server API compatibility.
- Add server commands and event listeners
- Implement team battles and arena minigames
- Build quests, perks, and saved player progression
github/awesome-copilot☆ 40.2KUpdated Oct 17, 2026
Turn an OpenAPI specification, a document describing an API, into an application using the chosen framework. Generate request handlers, data models, authentication, validation, tests, and setup instructions, with database access code where applicable.
- Build an API application from an existing specification
- Generate data models and request handlers together
- Prepare tests and setup documentation for a new project
github/awesome-copilot☆ 40.2KUpdated Oct 17, 2026
Investigate LLM application failures with Phoenix CLI by reviewing execution records, recording observations, and grouping mistakes into counted categories. Inspect datasets and experiments to identify which failure types deserve evaluation tests first.
- Investigating failures in LLM applications
- Grouping observed mistakes into failure categories
- Choosing which evaluation tests to build first
github/awesome-copilot☆ 40.2KUpdated Oct 17, 2026
Build and run evaluations for AI applications using Phoenix. Start with observed failures, create checks in code or use a language model as a judge, run experiments, and validate automated judgments against human labels.
- Turning observed failures into evaluation criteria
- Building code-based or language-model evaluators
- Evaluating retrieval and answer faithfulness in RAG
github/awesome-copilot☆ 40.2KUpdated Oct 17, 2026
Explore a website with Playwright MCP by interacting with three to five key features or user flows. Document actions, interface elements and how to locate them, then generate test cases from the findings.
- Exploring a website's main features before designing tests
- Recording interface elements, actions, and expected outcomes
- Creating test cases from observed user flows
github/awesome-copilot☆ 40.2KUpdated Oct 17, 2026
Add a language to a Next.js application using next-intl. Translate every entry in the English message file, then update routing, middleware, and the language selector so the new language is included across the specified application files.
- Adding a language to a Next.js application
- Translating every entry in an English message file
- Updating routing and middleware for a new language
github/awesome-copilot☆ 40.2KUpdated Oct 17, 2026
Connect CommunityToolkit.Mvvm ViewModels to Microsoft.Extensions.DependencyInjection, which supplies their required services. Get guidance on startup setup, instance lifetimes, messaging, view integration, and replacing dependencies in tests across supported .NET user interface frameworks.
- Set up dependency injection in a new XAML app
- Choose shared or per-page service instances
- Diagnose missing service registration errors
github/awesome-copilot☆ 40.2KUpdated Oct 17, 2026
Build, update, explain, or review Microsoft Agent Framework applications in .NET or Python. The skill guides agent and workflow design using current official documentation and supports migration from Semantic Kernel or AutoGen.
- Build an agent application in .NET or Python
- Review agent and workflow design
- Migrate from Semantic Kernel or AutoGen
github/awesome-copilot☆ 40.2KUpdated Oct 17, 2026
Manage Namecheap domains and DNS records, which connect domain names to services, through its API. List domains, edit records, switch nameservers, and configure email forwarding, with guidance for initial credentials and allowed IP setup.
- List registered domains and current DNS records
- Add or update A, CNAME, MX, and TXT records
- Switch nameservers for a domain
github/awesome-copilot☆ 40.2KUpdated Oct 17, 2026
Analyzes one .NET project to plan integration tests for an Oracle-to-PostgreSQL migration. Identifies database access methods, prioritizes migration risks, and documents test cases, seed data, and coverage, including empty strings, NULL values, and timezone behavior.
- Identifying database access methods that need integration tests
- Prioritizing tests for Oracle-specific behavior
- Planning checks for empty strings, NULL values, and timezones
github/awesome-copilot☆ 40.2KUpdated Oct 17, 2026
Integrate Microsoft Graph SDK into .NET, TypeScript/JavaScript, or Python applications to access Microsoft 365 data. Covers authentication, permissions, paginated results, incremental synchronization, change notifications, and retries when requests hit service limits.
- Building apps that access Microsoft 365 mail and calendars
- Integrating Teams, OneDrive, and SharePoint data
- Synchronizing only data changed since the previous run
github/awesome-copilot☆ 40.2KUpdated Oct 17, 2026
Prepare and publish Windows apps to the Microsoft Store using msstore. Covers account credentials, application packaging, submission tracking, beta testing groups, gradual releases, and automated publishing through CI/CD pipelines.
- Set up credentials for Microsoft Store publishing
- Package and submit a Windows app
- Check submission status and update listing metadata
github/awesome-copilot☆ 40.2KUpdated Oct 17, 2026
Update Pester test assertions, checks of expected results, from classic v5 syntax to v6 Should-* commands. Identify behavior changes involving booleans, empty values, and collections, then verify the suite and report conversions needing human judgment.
- Convert assertions in PowerShell test files
- Adopt Should-* syntax one file at a time
- Review boolean, empty-value, and collection checks
github/awesome-copilot☆ 40.2KUpdated Oct 17, 2026
Check Microsoft API usage against official documentation and code samples. Find methods, parameters, and packages for Azure SDKs, .NET libraries, and Microsoft APIs, then compare implementations to investigate errors or outdated patterns.
- Verify methods and parameters before writing code
- Find official code samples for authentication or uploads
- Investigate missing methods and type errors
github/awesome-copilot☆ 40.2KUpdated Oct 17, 2026
Diagnose slow Power BI reports, data refreshes, and queries through structured measurement and troubleshooting. Get recommendations for data models, DAX calculation formulas, report layouts, and infrastructure, with guidance for validating improvements and ongoing monitoring.
- Diagnose slow report pages and visual interactions
- Investigate data refresh delays
- Review slow DAX calculations and queries
github/awesome-copilot☆ 40.2KUpdated Oct 15, 2026